{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ABU量化系统使用文档 \n",
    "\n",
    "<center>\n",
    "        <img src=\"./image/abu_logo.png\" alt=\"\" style=\"vertical-align:middle;padding:10px 20px;\"><font size=\"6\" color=\"black\"><b>第24节 比特币 vs 黄金 ？莱特币 vs 白银 ？</b></font>\n",
    "</center>\n",
    "\n",
    "-----------------\n",
    "\n",
    "作者: 阿布\n",
    "\n",
    "阿布量化版权所有 未经允许 禁止转载\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (欢迎+star)\n",
    "\n",
    "[本节ipython notebook:](https://github.com/bbfamily/abu/abupy_lecture)\n",
    "\n",
    "之前的几节做的全部是ump相关的回测与训练，本节将在第10节:比特币莱特币的回测, 第12节:机器学习与比特币示例, 第14节:量化相关性分析应用的基础上做一个完整的比特币策略示例。\n",
    "\n",
    "首先导入abupy中本节使用的模块："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "# 基础库导入\n",
    "\n",
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import ipywidgets\n",
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "# 使用沙盒数据，目的是和书中一样的数据环境\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFuturesCn, AbuFuturesGB, ABuSymbolPd, ABuCorrcoef, ECoreCorrType, EMarketDataFetchMode\n",
    "from abupy import ECoreCorrType, EMarketTargetType, find_similar_with_se, ABuScalerUtil, abu, ABuProgress\n",
    "from abupy import AbuProgress, AbuMetricsBase, EDataCacheType, ml, AbuFactorSellNDay"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 比特币 vs 黄金 ？莱特币 vs 白银 ？\n",
    "\n",
    "在第14节中使用abupy中的各个相似度接口示例了如何度量相关性。\n",
    "\n",
    "比特币与莱特币是现在交易量最大的币类，比特币的出现类似于真实市场中的黄金，莱特币的设计标榜黄金与白银的关系，比特币10分钟一个块，莱特币参照1：4的关系设计2.5分钟一个块，总数量比特币为2100万，莱特币8400万，那是不是比特币和黄金的相关度高，莱特币和白银的相关度高呢？\n",
    "\n",
    "下面首先从内置期货symbol数据中查到国内期货黄金，白银的code："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>product</th>\n",
       "      <th>min_deposit</th>\n",
       "      <th>min_unit</th>\n",
       "      <th>commission</th>\n",
       "      <th>exchange</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>AU0</td>\n",
       "      <td>黄金</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SHFE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>AG0</td>\n",
       "      <td>白银</td>\n",
       "      <td>0.08</td>\n",
       "      <td>15</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SHFE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   symbol product  min_deposit  min_unit  commission exchange\n",
       "36    AU0      黄金         0.06      1000        10.0     SHFE\n",
       "40    AG0      白银         0.08        15        10.0     SHFE"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fcn = AbuFuturesCn()\n",
    "fcn.futures_cn_df[(fcn.futures_cn_df['product'] == '黄金') | \n",
    "                  (fcn.futures_cn_df['product'] == '白银')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来从内置期货symbol数据中查到国际期货黄金，白银的code："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>product</th>\n",
       "      <th>min_deposit</th>\n",
       "      <th>min_unit</th>\n",
       "      <th>exchange</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>XAU</td>\n",
       "      <td>伦敦金</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>XAG</td>\n",
       "      <td>伦敦银</td>\n",
       "      <td>0.10</td>\n",
       "      <td>100</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SI</td>\n",
       "      <td>纽约白银</td>\n",
       "      <td>0.08</td>\n",
       "      <td>5000</td>\n",
       "      <td>NYMEX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>GC</td>\n",
       "      <td>纽约黄金</td>\n",
       "      <td>0.08</td>\n",
       "      <td>100</td>\n",
       "      <td>NYMEX</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   symbol product  min_deposit  min_unit exchange\n",
       "6     XAU     伦敦金         0.10         1      LME\n",
       "7     XAG     伦敦银         0.10       100      LME\n",
       "15     SI    纽约白银         0.08      5000    NYMEX\n",
       "16     GC    纽约黄金         0.08       100    NYMEX"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fgb = AbuFuturesGB()\n",
    "fgb.futures_gb_df[(fgb.futures_gb_df['product'] == '伦敦金') | (fgb.futures_gb_df['product'] == '伦敦银') |  \n",
    "                  (fgb.futures_gb_df['product'] == '纽约黄金') | (fgb.futures_gb_df['product'] == '纽约白银')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "将上述期货黄金，白银产品和比特币，莱特币一起做交易数据获取，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:90376 _make_kl_df complete:100.0%\n",
      "pid:90376 done!\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AG0</th>\n",
       "      <th>AU0</th>\n",
       "      <th>GC</th>\n",
       "      <th>SI</th>\n",
       "      <th>XAG</th>\n",
       "      <th>XAU</th>\n",
       "      <th>btc</th>\n",
       "      <th>ltc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-07-19</th>\n",
       "      <td>0.260</td>\n",
       "      <td>0.128</td>\n",
       "      <td>-0.081</td>\n",
       "      <td>-0.062</td>\n",
       "      <td>0.055</td>\n",
       "      <td>-0.150</td>\n",
       "      <td>0.879</td>\n",
       "      <td>-4.374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-20</th>\n",
       "      <td>-0.155</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.242</td>\n",
       "      <td>0.308</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.418</td>\n",
       "      <td>9.022</td>\n",
       "      <td>4.762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-21</th>\n",
       "      <td>0.753</td>\n",
       "      <td>0.584</td>\n",
       "      <td>0.892</td>\n",
       "      <td>1.227</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.491</td>\n",
       "      <td>4.624</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-24</th>\n",
       "      <td>-0.052</td>\n",
       "      <td>0.236</td>\n",
       "      <td>0.024</td>\n",
       "      <td>-0.242</td>\n",
       "      <td>0.255</td>\n",
       "      <td>0.266</td>\n",
       "      <td>0.095</td>\n",
       "      <td>-0.749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-25</th>\n",
       "      <td>0.206</td>\n",
       "      <td>0.127</td>\n",
       "      <td>-0.446</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.018</td>\n",
       "      <td>-0.315</td>\n",
       "      <td>-3.353</td>\n",
       "      <td>-2.734</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              AG0    AU0     GC     SI    XAG    XAU    btc    ltc\n",
       "2017-07-19  0.260  0.128 -0.081 -0.062  0.055 -0.150  0.879 -4.374\n",
       "2017-07-20 -0.155  0.055  0.242  0.308  0.387  0.418  9.022  4.762\n",
       "2017-07-21  0.753  0.584  0.892  1.227  0.575  0.491  4.624  0.900\n",
       "2017-07-24 -0.052  0.236  0.024 -0.242  0.255  0.266  0.095 -0.749\n",
       "2017-07-25  0.206  0.127 -0.446  0.061  0.018 -0.315 -3.353 -2.734"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choice_symbols = ['btc', 'ltc', 'AU0', 'AG0', 'XAU', 'XAG', 'SI', 'GC']\n",
    "panel = ABuSymbolPd.make_kl_df(choice_symbols, start='2014-03-19', end='2017-07-25',\n",
    "                               show_progress=True)\n",
    "# 转换panel轴方向，即可方便获取所有金融时间数据的某一个列\n",
    "panel = panel.swapaxes('items', 'minor')\n",
    "# dropna：因为btc, ltc一周交易7天，别的市场5天，dropna即把周六，周日的都drop了\n",
    "cg_df = panel['p_change'].dropna()\n",
    "cg_df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "只使用正负号相关度计算，如下所示：\n",
    "\n",
    "备注：更多关于相关性的接口使用请阅读 第14节:量化相关性分析应用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "btc    1.0000\n",
       "ltc    0.5929\n",
       "AG0    0.0457\n",
       "AU0    0.0321\n",
       "GC     0.0304\n",
       "SI     0.0130\n",
       "XAU    0.0099\n",
       "XAG    0.0026\n",
       "Name: btc, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_df = ABuCorrcoef.corr_matrix(cg_df, similar_type=ECoreCorrType.E_CORE_TYPE_SIGN)\n",
    "corr_df.btc.sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从结果可以看到，和比特币最相关的是国内白银，并不是黄金，而且国内期货相关性要高于国际期货产品。\n",
    "\n",
    "但从结果来看实际上并不知道黄金，白银在整体市场中与比特币的相关水平，下面以整个A股市场和比特币做相关性计算，统计相关值。\n",
    "\n",
    "\n",
    "### 2. A股市场和比特币的相关性\n",
    "\n",
    "下面运行的代码需要在运行完成第19节 数据源 相关数据获取后才可以运行："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "disable example env\n"
     ]
    }
   ],
   "source": [
    "# 关闭沙盒数据\n",
    "abupy.env.disable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "关闭沙盒数据，需要运行下载了第19节中的各个全市场数据，由于hdf5文件解压后非常大，还需要区分python版本，而且python2还分了市场，所以建议使用csv格式的缓存文件。\n",
    "\n",
    "[csv格式美股，A股，港股，币类，期货6年日k数据](https://pan.baidu.com/s/1geNZgqf) 密码: gvtr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面根据下载的数据缓存类型设置缓存类型，如果下载解压的是csv需要勾选use_csv，如果是hdf5不需要勾选："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EDataCacheType.E_DATA_CACHE_CSV\n"
     ]
    }
   ],
   "source": [
    "# 将数据读取模式设置为本地数据模式，即进行全市场回测时最合适的模式，运行效率高，且分类数据更新和交易回测。\n",
    "abupy.env.g_data_fetch_mode = EMarketDataFetchMode.E_DATA_FETCH_FORCE_LOCAL\n",
    "def select_store_cache(use_csv):\n",
    "    if use_csv:\n",
    "        abupy.env.g_data_cache_type = EDataCacheType.E_DATA_CACHE_CSV\n",
    "    else:\n",
    "        abupy.env.g_data_cache_type = EDataCacheType.E_DATA_CACHE_HDF5\n",
    "    print(abupy.env.g_data_cache_type)\n",
    "        \n",
    "use_csv = ipywidgets.Checkbox(True)\n",
    "_ = ipywidgets.interact(select_store_cache, use_csv=use_csv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面使用正负号(涨跌)相关计算比特币和a股市场中所有股票的相关性，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[('btc', 1.0), ('sz000721', 0.14443010567929634), ('sh600165', 0.13993970793663504), ('sh600694', 0.13540920479269), ('sh600710', 0.13512182508336076), ('sh600069', 0.1260842656032366), ('sz000601', 0.12433233281880053), ('sz002151', 0.11976673729850321), ('sh600493', 0.11935961851421031), ('sz002003', 0.11847511669660844)]\n"
     ]
    },
    {
     "data": {
      "image/png": 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Kx7Gj0VGdR0wsiTIdd29b82POP+wiDp16WH5bMpug3VmjtJAplaB0b2S5QamTKbV27yLy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\nXHV2djRtDPF4oZx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ibNhgPhBfeGGKdBpqXEm8z0tkEsMEpYUWq8MGpT7pvjtSxdekGhWU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\nWfmBldPfbxEM2jjTtuv7urZtAiueZLN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54grfuEq7WDmo1UZhx+MvkEy+ztat543deLR+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/Hcc7z77ju5OrZiPxIuVwOWJp6vDH9w2n78eMXPAPjEHp/iQ237j3p+L7wgSNoDDwgirCjie5wo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\nnvAUNx5zS2jsmDQHVoei8H59DbPra7hoz3bOSkhmf89+XJQotns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lfD5ee01c59hYUVu6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lYm09gotq2qkpk/X2HaNBsbNyr4/RIzZphYuHD/5NBGRAVySsUbX/b0ktII+vQRL5JnnzXx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\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hYEtGKrI6KRhVmWGBeGAEkCUD8ylqzzzLEirpPr0Ha7d/w65Du0gs64fGoSbDP5Mik51f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\nRBqMglIRERERERFpMP8f7Om1ePgHKgIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a75d6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_CN\n",
    "similar_a = find_similar_with_se('btc', start='2013-09-01', end='2016-08-08', corr_type=ECoreCorrType.E_CORE_TYPE_SIGN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将结果使用DataFrame进行包装, 如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>sim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>btc</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sz000721</td>\n",
       "      <td>0.1444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>sh600165</td>\n",
       "      <td>0.1399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sh600694</td>\n",
       "      <td>0.1354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sh600710</td>\n",
       "      <td>0.1351</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     symbol     sim\n",
       "0       btc  1.0000\n",
       "1  sz000721  0.1444\n",
       "2  sh600165  0.1399\n",
       "3  sh600694  0.1354\n",
       "4  sh600710  0.1351"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similar_a_pd = pd.DataFrame(similar_a, columns=['symbol', 'sim'])\n",
    "similar_a_pd.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先统计一下A股所有股票与比特币相关性的平均值，可以看到平均结果在0.035左右，则上面期货黄金，白银与比特币的相关度也就大概这个水平，并不高，如下 ："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03572812069028136"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similar_a_pd.sim.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "先用qcut统计一下相关度的平均各个级，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0736, 1]            249\n",
       "(0.0438, 0.0518]       249\n",
       "(0.0197, 0.0288]       249\n",
       "[-0.0826, -0.00495]    249\n",
       "(0.0606, 0.0736]       248\n",
       "(0.0518, 0.0606]       248\n",
       "(0.0362, 0.0438]       248\n",
       "(0.0288, 0.0362]       248\n",
       "(0.00928, 0.0197]      248\n",
       "(-0.00495, 0.00928]    248\n",
       "Name: sim, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.qcut(similar_a_pd.sim, 10).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "大概算出bin的阀值，使用cut bins的方式进行统计，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.03, 0.1]     2391\n",
       "(0.1, inf]         47\n",
       "(-inf, -0.03]      46\n",
       "Name: sim, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.cut(similar_a_pd.sim, bins=[-np.inf, -0.03, 0.1, np.inf]).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到A股市场中与比特币正相关的值比较高，所以如下要大概选取100个a股市场中与比特币最相关的只选取正相关的，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(98, 3)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>sim</th>\n",
       "      <th>vote_direction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>sh600165</td>\n",
       "      <td>0.1399</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sh600694</td>\n",
       "      <td>0.1354</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sh600710</td>\n",
       "      <td>0.1351</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>sh600069</td>\n",
       "      <td>0.1261</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>sz000601</td>\n",
       "      <td>0.1243</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     symbol     sim  vote_direction\n",
       "2  sh600165  0.1399               1\n",
       "3  sh600694  0.1354               1\n",
       "4  sh600710  0.1351               1\n",
       "5  sh600069  0.1261               1\n",
       "6  sz000601  0.1243               1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similar_a_top = similar_a_pd[(similar_a_pd.sim > 0.088)].iloc[2:]\n",
    "# 添加个投票方向在下面的示例策略中会使用\n",
    "similar_a_top['vote_direction'] = np.where(similar_a_top.sim > 0, 1, -1)\n",
    "print(similar_a_top.shape)\n",
    "similar_a_top.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 比特币综合实战交易当日策略\n",
    "\n",
    "上面找到了和比特币最相关的100个A股市场股票，编写一个比特币日交易策略，如下：\n",
    "\n",
    "1. 买入条件1: 当日这100个股票60%以上都是上涨的\n",
    "2. 买入条件2: 使用在第12节：机器学习与比特币示例中编写的：信号发出今天比特币会有大行情"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面先构造一个在第12节：机器学习与比特币示例中使用的BtcBigWaveClf对象，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start grid search please wait...\n"
     ]
    },
    {
     "data": {
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KoH8FZT8AbJOe/TZJw4HD0rMPAKZLejarvsPTsW7AA3h2RSPgJOAzPEC0PfAhsKekbc3s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aWyqoaHbzuLxNjIdrSuc/Poy1+RlnWMpxZOIyS4/t9Q2vu9c7yskgeeX0tBUTkPzj2Tfj39UzK+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\nLo5WRWJ9FgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12332bb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 只取到2016-08-08，保留一年的数据做回测使用\n",
    "btc = ABuSymbolPd.make_kl_df('btc', start='2013-09-01', end='2016-08-08')\n",
    "btc_ml = ml.BtcBigWaveClf(btc=btc)\n",
    "param_grid = {'max_features': ['sqrt', 'log2'], 'n_estimators': np.arange(50, 500, 50)}\n",
    "btc_ml.random_forest_classifier_best(param_grid=param_grid)\n",
    "_ = btc_ml.fit()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面开始写择时策略AbuBTCDayBuy，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFactorBuyBase, BuyCallMixin\n",
    "\n",
    "class AbuBTCDayBuy(AbuFactorBuyBase, BuyCallMixin):\n",
    "    def _init_self(self, **kwargs):\n",
    "        # 市场中与btc最相关的top个股票\n",
    "        self.btc_similar_top = kwargs.pop('btc_similar_top')\n",
    "        # 超过多少个相关股票今天趋势相同就买入\n",
    "        self.btc_vote_val = kwargs.pop('btc_vote_val', 0.60)\n",
    "\n",
    "        def _collect_kl(sim_line):\n",
    "            \"\"\"在初始化中将所有相关股票的对应时间的k线数据进行收集\"\"\"\n",
    "            start = self.kl_pd.iloc[0].date\n",
    "            end = self.kl_pd.iloc[-1].date\n",
    "            kl = ABuSymbolPd.make_kl_df(sim_line.symbol, start=start, end=end)\n",
    "            self.kl_dict[sim_line.symbol] = kl\n",
    "\n",
    "        self.kl_dict = {}\n",
    "        # k线数据进行收集到类字典对象self.kl_dict中\n",
    "        self.btc_similar_top.apply(_collect_kl, axis=1)\n",
    "\n",
    "    def fit_day(self, today):\n",
    "        \"\"\"\n",
    "        :param today: 当前驱动的交易日金融时间序列数据\n",
    "        :return:\n",
    "        \"\"\"\n",
    "        # 忽略不符合买入的天（统计周期内前两天, 因为btc的机器学习特证需要三天交易数据）\n",
    "        if self.today_ind < 2:\n",
    "            return None\n",
    "\n",
    "        # 今天，昨天，前天三天的交易数据进行特证转换\n",
    "        btc = self.kl_pd[self.today_ind - 2:self.today_ind + 1]\n",
    "        # 三天的交易数据进行转换后得到btc_today_x\n",
    "        btc_today_x = self.make_btc_today(btc)\n",
    "\n",
    "        # btc_ml并没有在这里传入，实际如果要使用，需要对外部的btc_ml进行本地序列化后，构造读取本地\n",
    "        # 买入条件2: 使用在第12节：机器学习与比特币示例中编写的：信号发出今天比特币会有大行情\n",
    "        if btc_ml.predict(btc_today_x):\n",
    "            # 买入条件1: 当日这100个股票60%以上都是上涨的\n",
    "            vote_val = self.similar_predict(today.date)\n",
    "            if vote_val > self.btc_vote_val:\n",
    "                # 没有使用当天交易日的close等数据，且btc_ml判断的大波动是当日，所以当日买入\n",
    "                return self.buy_today()\n",
    "            \n",
    "    def make_btc_today(self, sib_btc):\n",
    "        \"\"\"构造比特币三天数据特证\"\"\"\n",
    "        sib_btc['big_wave'] = (sib_btc.high - sib_btc.low) / sib_btc.pre_close > 0.55\n",
    "        sib_btc['big_wave'] = sib_btc['big_wave'].astype(int)\n",
    "        sib_btc_scale = ABuScalerUtil.scaler_std(\n",
    "            sib_btc.filter(['open', 'close', 'high', 'low', 'volume', 'pre_close',\n",
    "                            'ma5', 'ma10', 'ma21', 'ma60', 'atr21', 'atr14']))\n",
    "        # 把标准化后的和big_wave，date_week连接起来\n",
    "        sib_btc_scale = pd.concat([sib_btc['big_wave'], sib_btc_scale, sib_btc['date_week']], axis=1)\n",
    "\n",
    "        # 抽取第一天，第二天的大多数特征分别改名字以one，two为特征前缀，如：one_open，one_close，two_ma5，two_high.....\n",
    "        a0 = sib_btc_scale.iloc[0].filter(['open', 'close', 'high', 'low', 'volume', 'pre_close',\n",
    "                                           'ma5', 'ma10', 'ma21', 'ma60', 'atr21', 'atr14', 'date_week'])\n",
    "        a0.rename(index={'open': 'one_open', 'close': 'one_close', 'high': 'one_high', 'low': 'one_low',\n",
    "                         'volume': 'one_volume', 'pre_close': 'one_pre_close',\n",
    "                         'ma5': 'one_ma5', 'ma10': 'one_ma10', 'ma21': 'one_ma21',\n",
    "                         'ma60': 'one_ma60', 'atr21': 'one_atr21', 'atr14': 'one_atr14',\n",
    "                         'date_week': 'one_date_week'}, inplace=True)\n",
    "\n",
    "        a1 = sib_btc_scale.iloc[1].filter(['open', 'close', 'high', 'low', 'volume', 'pre_close',\n",
    "                                           'ma5', 'ma10', 'ma21', 'ma60', 'atr21', 'atr14', 'date_week'])\n",
    "        a1.rename(index={'open': 'two_open', 'close': 'two_close', 'high': 'two_high', 'low': 'two_low',\n",
    "                         'volume': 'two_volume', 'pre_close': 'two_pre_close',\n",
    "                         'ma5': 'two_ma5', 'ma10': 'two_ma10', 'ma21': 'two_ma21',\n",
    "                         'ma60': 'two_ma60', 'atr21': 'two_atr21', 'atr14': 'two_atr14',\n",
    "                         'date_week': 'two_date_week'}, inplace=True)\n",
    "        # 第三天的特征只使用'open', 'low', 'pre_close', 'date_week'，该名前缀today，如today_open，today_date_week\n",
    "        a2 = sib_btc_scale.iloc[2].filter(['big_wave', 'open', 'low', 'pre_close', 'date_week'])\n",
    "        a2.rename(index={'open': 'today_open', 'low': 'today_low',\n",
    "                         'pre_close': 'today_pre_close',\n",
    "                         'date_week': 'today_date_week'}, inplace=True)\n",
    "        # 将抽取改名字后的特征连接起来组合成为一条新数据，即3天的交易数据特征－>1条新的数据\n",
    "        btc_today = pd.DataFrame(pd.concat([a0, a1, a2], axis=0)).T\n",
    "\n",
    "        # 开始将周几进行离散处理\n",
    "        dummies_week_col = btc_ml.df.filter(regex='(^one_date_week_|^two_date_week_|^today_date_week_)').columns\n",
    "        dummies_week_df = pd.DataFrame(np.zeros((1, len(dummies_week_col))), columns=dummies_week_col)\n",
    "\n",
    "        # 手动修改每一天的one hot\n",
    "        one_day_key = 'one_date_week_{}'.format(btc_today.one_date_week.values[0])\n",
    "        dummies_week_df[one_day_key] = 1\n",
    "        two_day_key = 'two_date_week_{}'.format(btc_today.two_date_week.values[0])\n",
    "        dummies_week_df[two_day_key] = 1\n",
    "        today_day_key = 'today_date_week_{}'.format(btc_today.today_date_week.values[0])\n",
    "        dummies_week_df[today_day_key] = 1\n",
    "        btc_today.drop(['one_date_week', 'two_date_week', 'today_date_week'], inplace=True, axis=1)\n",
    "        btc_today = pd.concat([btc_today, dummies_week_df], axis=1)\n",
    "        return btc_today.as_matrix()[:, 1:]\n",
    "\n",
    "    def similar_predict(self, today_date):\n",
    "        \"\"\"与比特币在市场中最相关的top100个股票已各自今天的涨跌结果进行投票\"\"\"\n",
    "        def _predict_vote(sim_line, _today_date):\n",
    "            kl = self.kl_dict[sim_line.symbol]\n",
    "            if kl is None:\n",
    "                return -1 * sim_line.vote_direction > 0\n",
    "            kl_today = kl[kl.date == _today_date]\n",
    "            if kl_today is None or kl_today.empty:\n",
    "                return -1 * sim_line.vote_direction > 0\n",
    "            # 需要 * sim_line.vote_direction，因为负相关的存在\n",
    "            return kl_today.p_change.values[0] * sim_line.vote_direction > 0\n",
    "\n",
    "        vote_result = self.btc_similar_top.apply(_predict_vote, axis=1, args={today_date, })\n",
    "        # 将所有投票结果进行统计，得到与比特币最相关的这top100个股票的今天投票结果\n",
    "        vote_val = 1 - vote_result.value_counts()[False] / vote_result.value_counts().sum()\n",
    "        return vote_val"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面编写的AbuBTCDayBuy即完成了在预测今天比特币有大行情，且今天与比特币最相关的市场是涨势的择时策略：\n",
    "\n",
    "* 注意上面的比特币交易为当日交易，因为比特币是24小时交易，可以当天a股闭市后获取数据进行实盘策略，也可以a股开盘涨跌稳定后获取数据进行实盘策略，也可以错开市场交易时间，比如之后会示例使用美股市场的最相关的top100，由于美股是晚上进行交易，即可错开时间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面构造买入因子和卖出因子，买入因子构造AbuBTCDayBuy使用similar_a_top，即a股最相关的top100个做为参数传入，卖出因子使用AbuFactorSellNDay其为简单卖出策略，买入后持有sell_n天后不管结果如何就卖出，下面的参数sell_n=1, 即买入后第二天就卖出，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "buy_factors = [{'btc_similar_top':similar_a_top,\n",
    "                'class': AbuBTCDayBuy}]\n",
    "sell_factors = [{'class': AbuFactorSellNDay, 'sell_n': 1}]\n",
    "\n",
    "# 设置市场类型为币类\n",
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_TC\n",
    "#买入因子，卖出因子等依然使用相同的设置，如下所示：\n",
    "read_cash = 1000000\n",
    "abupy.beta.atr.g_atr_pos_base = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面开始使用2016-08-09至2017-08-08做为回测时间段，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:40420 pick times complete:100.0%\n",
      "pid:40420 done!0.0%\n",
      "\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:32\n",
      "买入后尚未卖出的交易数量:1\n",
      "胜率:65.6250%\n",
      "平均获利期望:4.9695%\n",
      "平均亏损期望:-5.4895%\n",
      "盈亏比:1.8675\n",
      "所有交易收益比例和:0.4397 \n",
      "所有交易总盈亏和:273980.2900 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "\r"
     ]
    },
    {
     "data": {
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JwVAIV5Sc0QMKPSIiIiIiMs+CQStq9vOAQo+IiIiIiMyzQDAUNZ3bQKFHRERERETmWTBk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\nOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122580f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<abupy.MetricsBu.ABuMetricsBase.AbuMetricsBase at 0x11dd5f320>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   start='2016-08-09',\n",
    "                                                   end='2017-08-08',\n",
    "                                                   choice_symbols=['btc'], n_process_pick=1)\n",
    "AbuMetricsBase.show_general(*abu_result_tuple, returns_cmp=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的结果可以看到胜率可以达到65%，盈亏比也比较高，由于使用a股市场的top100个做为相关性策略参数对象，比特币是24小时交易，所以可以当天a股闭市后获取数据进行实盘策略，也可以a股开盘涨跌稳定后（开盘两个小时后）获取数据进行实盘策略，也可以使用其它市场的参数，下面示例使用美股市场的最相关的top100，由于美股是晚上进行交易，即可错开时间。\n",
    "\n",
    "### 4. 美股市场和比特币的相关性\n",
    "\n",
    "和a股市场类似，首先使用find_similar_with_se进行整个美股市场与比特币的相关性计算，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[('btc', 1.0), ('usFCX', 0.10793671297095597), ('usNRT', 0.10592038167853511), ('usJPI', 0.099381902834822414), ('usJAKK', 0.099191766375118562), ('usPOST', 0.098432427960305227), ('usPFBI', 0.098061032693774697), ('usMCO', 0.09300617875802053), ('usBDJ', 0.092161388048609946), ('usTGLS', 0.091788054368066321)]\n"
     ]
    },
    {
     "data": {
      "image/png": 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V3ZiqzZu9DByoLNXuojFVIiIissveWv1G7efNpZsY2mNYs/ttKd1EZmIPiqt3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LDjZutLJ1q5XiYgvZ2V62bdMEFgnDD98jqSrSibhjVRXN3j2cqjCWX/z3j6ZU1/sW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ZmqJVU/sDVtK5kxwWakXXp0p6WcQsvc5jfrrF5WgZlDRPQP1mKEh48lKuouxnW6g9Zhbbip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kDLkXnj8iqZL66YNY1CuAhQ3yOBl10uVUZRPOwYBQep7tSefznTErzLx0eSzy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\niOTg/wHpd/dlSA4XrgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110aecef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>sim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>btc</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>usFCX</td>\n",
       "      <td>0.1079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>usNRT</td>\n",
       "      <td>0.1059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>usJPI</td>\n",
       "      <td>0.0994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>usJAKK</td>\n",
       "      <td>0.0992</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   symbol     sim\n",
       "0     btc  1.0000\n",
       "1   usFCX  0.1079\n",
       "2   usNRT  0.1059\n",
       "3   usJPI  0.0994\n",
       "4  usJAKK  0.0992"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_US\n",
    "similar_us = find_similar_with_se('btc', start='2013-09-01', end='2016-08-08', corr_type=ECoreCorrType.E_CORE_TYPE_SIGN)\n",
    "similar_us_pd = pd.DataFrame(similar_us, columns=['symbol', 'sim'])\n",
    "similar_us_pd.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用qcut可以明显看到和A股市场不同，美股市场中存在一定数量与比特币负相关值比较高的symbol："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0457, 1]            359\n",
       "(0.0311, 0.0457]       359\n",
       "(0.021, 0.0311]        359\n",
       "(0.0124, 0.021]        359\n",
       "(0.00438, 0.0124]      359\n",
       "(-0.00366, 0.00438]    359\n",
       "(-0.0128, -0.00366]    359\n",
       "(-0.023, -0.0128]      359\n",
       "(-0.0364, -0.023]      359\n",
       "[-0.0942, -0.0364]     359\n",
       "Name: sim, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.qcut(similar_us_pd.sim, 10).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "同样再使用cut找到正负相关性最高的top100，与a股市场不同，美股市场同时使用了正相关和负相关，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.072, 0.072]    3498\n",
       "(0.072, inf]         61\n",
       "(-inf, -0.072]       31\n",
       "Name: sim, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.cut(similar_us_pd.sim, bins=[-np.inf, -0.072, 0.072, np.inf]).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从下面可以看到vote_direction的值根据相关性的正负设定了方向，在AbuBTCDayBuy策略中会根据这个方向做投票方向统计："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>sim</th>\n",
       "      <th>vote_direction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>usNRT</td>\n",
       "      <td>0.1059</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>usJPI</td>\n",
       "      <td>0.0994</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>usJAKK</td>\n",
       "      <td>0.0992</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3587</th>\n",
       "      <td>usMNOV</td>\n",
       "      <td>-0.0933</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3588</th>\n",
       "      <td>usSHBI</td>\n",
       "      <td>-0.0936</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3589</th>\n",
       "      <td>usECYT</td>\n",
       "      <td>-0.0942</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>101 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      symbol     sim  vote_direction\n",
       "2      usNRT  0.1059               1\n",
       "3      usJPI  0.0994               1\n",
       "4     usJAKK  0.0992               1\n",
       "...      ...     ...             ...\n",
       "3587  usMNOV -0.0933              -1\n",
       "3588  usSHBI -0.0936              -1\n",
       "3589  usECYT -0.0942              -1\n",
       "\n",
       "[101 rows x 3 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim_us_top = similar_us_pd[(similar_us_pd.sim > 0.071) | (similar_us_pd.sim < -0.070)].iloc[2:]\n",
    "sim_us_top['vote_direction'] = np.where(sim_us_top.sim > 0, 1, -1)\n",
    "pd.options.display.max_rows = 6\n",
    "sim_us_top"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与a股市场类似，下面使用AbuBTCDayBuy进行回测，不同点是使用美股市场的top100做为相关参数，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:40420 pick times complete:100.0%\n",
      "pid:40420 done!0.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:10\n",
      "买入后尚未卖出的交易数量:0\n",
      "胜率:80.0000%\n",
      "平均获利期望:3.4277%\n",
      "平均亏损期望:-1.1879%\n",
      "盈亏比:12.0171\n",
      "所有交易收益比例和:0.2505 \n",
      "所有交易总盈亏和:176233.9300 \n"
     ]
    },
    {
     "data": {
      "image/png": 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P0qXzRrtdUsyIZsZmqaQMa+05kv5J0gOdG4wxmZL+TdJF1tr5kvIlLTnRMQAAAABOXk19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\nkjT3bGwkSZIkzb1/A/7uSR2jVILMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122dc5f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<abupy.MetricsBu.ABuMetricsBase.AbuMetricsBase at 0x122540fd0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 设置市场类型为港股\n",
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_TC\n",
    "buy_factors = [{'btc_similar_top': sim_us_top, 'btc_vote_val': 0.55, 'class': AbuBTCDayBuy}]\n",
    "\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   start='2016-08-09',\n",
    "                                                   end='2017-08-08',\n",
    "                                                   choice_symbols=['btc'], n_process_pick=1)\n",
    "AbuMetricsBase.show_general(*abu_result_tuple, returns_cmp=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面结果可以看到胜率达到80%，但是成交的数量并不多，在实盘中可以并行多个小策略进行择时，本节使用的数据还是日线级别的数据，所以策略的设计受到很多限制，盈利的能力也有限，在之后的章节将使用分钟级别的时间，策略会不断升级，将比特币这个策略进行不断完善优化，敬请关注公众号的代码以及教程更新提醒。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### abu量化文档目录章节\n",
    "\n",
    "1. [择时策略的开发](http://www.abuquant.com/lecture/lecture_1.html)\n",
    "2. [择时策略的优化](http://www.abuquant.com/lecture/lecture_2.html)\n",
    "3. [滑点策略与交易手续费](http://www.abuquant.com/lecture/lecture_3.html)\n",
    "4. [多支股票择时回测与仓位管理](http://www.abuquant.com/lecture/lecture_4.html)\n",
    "5. [选股策略的开发](http://www.abuquant.com/lecture/lecture_5.html)\n",
    "6. [回测结果的度量](http://www.abuquant.com/lecture/lecture_6.html)\n",
    "7. [寻找策略最优参数和评分](http://www.abuquant.com/lecture/lecture_7.html)\n",
    "8. [A股市场的回测](http://www.abuquant.com/lecture/lecture_8.html)\n",
    "9. [港股市场的回测](http://www.abuquant.com/lecture/lecture_9.html)\n",
    "10. [比特币，莱特币的回测](http://www.abuquant.com/lecture/lecture_10.html)\n",
    "11. [期货市场的回测](http://www.abuquant.com/lecture/lecture_11.html)\n",
    "12. [机器学习与比特币示例](http://www.abuquant.com/lecture/lecture_12.html)\n",
    "13. [量化技术分析应用](http://www.abuquant.com/lecture/lecture_13.html)\n",
    "14. [量化相关性分析应用](http://www.abuquant.com/lecture/lecture_14.html)\n",
    "15. [量化交易和搜索引擎](http://www.abuquant.com/lecture/lecture_15.html)\n",
    "16. [UMP主裁交易决策](http://www.abuquant.com/lecture/lecture_16.html)\n",
    "17. [UMP边裁交易决策](http://www.abuquant.com/lecture/lecture_17.html)\n",
    "18. [自定义裁判决策交易](http://www.abuquant.com/lecture/lecture_18.html)\n",
    "19. [数据源](http://www.abuquant.com/lecture/lecture_19.html)\n",
    "20. [A股全市场回测](http://www.abuquant.com/lecture/lecture_20.html)\n",
    "21. [A股UMP决策](http://www.abuquant.com/lecture/lecture_21.html)\n",
    "22. [美股全市场回测](http://www.abuquant.com/lecture/lecture_22.html)\n",
    "23. [美股UMP决策](http://www.abuquant.com/lecture/lecture_23.html)\n",
    "\n",
    "abu量化系统文档教程持续更新中，请关注公众号中的更新提醒。\n",
    "\n",
    "#### 《量化交易之路》目录章节及随书代码地址\n",
    "\n",
    "1. [第二章 量化语言——Python](https://github.com/bbfamily/abu/ipython/第二章-量化语言——Python.ipynb)\n",
    "2. [第三章 量化工具——NumPy](https://github.com/bbfamily/abu/ipython/第三章-量化工具——NumPy.ipynb)\n",
    "3. [第四章 量化工具——pandas](https://github.com/bbfamily/abu/ipython/第四章-量化工具——pandas.ipynb)\n",
    "4. [第五章 量化工具——可视化](https://github.com/bbfamily/abu/ipython/第五章-量化工具——可视化.ipynb)\n",
    "5. [第六章 量化工具——数学：你一生的追求到底能带来多少幸福](https://github.com/bbfamily/abu/ipython/第六章-量化工具——数学.ipynb)\n",
    "6. [第七章 量化系统——入门：三只小猪股票投资的故事](https://github.com/bbfamily/abu/ipython/第七章-量化系统——入门.ipynb)\n",
    "7. [第八章 量化系统——开发](https://github.com/bbfamily/abu/ipython/第八章-量化系统——开发.ipynb)\n",
    "8. [第九章 量化系统——度量与优化](https://github.com/bbfamily/abu/ipython/第九章-量化系统——度量与优化.ipynb)\n",
    "9. [第十章 量化系统——机器学习•猪老三](https://github.com/bbfamily/abu/ipython/第十章-量化系统——机器学习•猪老三.ipynb)\n",
    "10. [第十一章 量化系统——机器学习•ABU](https://github.com/bbfamily/abu/ipython/第十一章-量化系统——机器学习•ABU.ipynb)\n",
    "11. [附录A 量化环境部署](https://github.com/bbfamily/abu/ipython/附录A-量化环境部署.ipynb)\n",
    "12. [附录B 量化相关性分析](https://github.com/bbfamily/abu/ipython/附录B-量化相关性分析.ipynb)\n",
    "13. [附录C 量化统计分析及指标应用](https://github.com/bbfamily/abu/ipython/附录C-量化统计分析及指标应用.ipynb)\n",
    "\n",
    "[更多阿布量化量化技术文章](http://www.abuquant.com/article)\n",
    "\n",
    "\n",
    "更多关于量化交易相关请阅读[《量化交易之路》](http://www.abuquant.com/books/quantify-trading-road.html)\n",
    "\n",
    "更多关于量化交易与机器学习相关请阅读[《机器学习之路》](http://www.abuquant.com/books/machine-learning-road.html)\n",
    "\n",
    "更多关于abu量化系统请关注微信公众号: abu_quant\n",
    "\n",
    "\n",
    "![](./image/qrcode.jpg)"
   ]
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